{"id":"W7135450709","doi":"","title":"Medical doctors in health reforms:A comparative study of England and Canada","year":2022,"lang":"en","type":"book","venue":"Explore Bristol Research","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Public health; MEDLINE; Health care; Health services; Government (linguistics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002943388,0.0002508343,0.0008132348,0.003354663,0.01455154,0.007775267,0.002519456,0.003446469,0.008075945],"category_scores_gemma":[0.02195359,0.0006323825,0.000575465,0.01255742,0.00607072,0.00279549,0.005282504,0.004014123,0.0004416835],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1783502,"about_ca_system_score_gemma":0.2393678,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9970156,"about_ca_topic_score_gemma":0.9990802,"domain_scores_codex":[0.9915581,0.001274059,0.0002539204,0.0002991728,0.002693002,0.003921747],"domain_scores_gemma":[0.9719743,0.005757507,0.003435855,0.0002856567,0.006418555,0.01212812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009241944,0.000717808,0.5042028,0.000981899,0.0001799825,0.001526696,0.3390415,0.0008742466,0.0004260067,0.03095673,0.06069845,0.05946974],"study_design_scores_gemma":[0.00008120827,0.00009657424,0.7106333,0.0004963738,0.00006615018,0.0001568714,0.2487812,0.0001693141,0.00007596236,0.0004451147,0.03891967,0.00007824946],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9020262,0.01169784,0.0000924261,0.04393881,0.0001784695,0.0001177078,0.001573422,0.00001686273,0.04035822],"genre_scores_gemma":[0.9758894,0.005919988,0.0001079381,0.003939117,0.00005200178,0.00003867253,0.0004775277,0.00001689968,0.01355837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8216498,"threshold_uncertainty_score":0.9529973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2803692938710243,"score_gpt":0.5519426568181599,"score_spread":0.2715733629471356,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}